"The Observation: We shipped the Decisions Portal as a standalone portal alongside the Build Studio. Users who tried it concluded they could get the same output from ChatGPT. They were not entirely wrong. The outputs looked similar on the surface."
The Reality: The portal was built on engineering principles that made its outputs more structured and accurate than a raw GPT prompt. But perceived value drives adoption, not actual value. If the first impression is "ChatGPT does this," we lose users before they ever experience the difference. Needing to convince someone of value they cannot see immediately is a direct adoption risk.
The Evolution: We removed the standalone portal. The underlying features will be reimplemented as contextual add-ons embedded inside existing tools, where the engineering advantage is felt in the moment it matters rather than judged against a generic AI tool in isolation.